{"id":"W2138201279","doi":"10.1017/s0317167100007344","title":"Histopathological Examination of Intervertebral Disc Specimens: A Cost-Benefit Analysis","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Canadian Spine Society","keywords":"Histopathology; Medicine; Histopathological examination; Pathological; Surgery; Intervertebral disc; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004554401,0.0006851684,0.0005480081,0.003246584,0.0002839505,0.0009412473,0.0005840289,0.0005128031,0.002183699],"category_scores_gemma":[0.01602251,0.0002413849,0.00162386,0.002880944,0.0004462154,0.0006833617,0.0005295925,0.0002856897,0.0001867299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003530529,"about_ca_system_score_gemma":0.001194394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003192574,"about_ca_topic_score_gemma":0.00399364,"domain_scores_codex":[0.9967983,0.002008121,0.0002100468,0.000152833,0.0006925029,0.0001380726],"domain_scores_gemma":[0.9886939,0.007996597,0.0018367,0.0002559897,0.0009713416,0.0002454402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0109299,0.001188189,0.7416605,0.001980411,0.00385071,0.001651189,0.0002233405,0.04138101,0.003208177,0.001670539,0.001987029,0.190269],"study_design_scores_gemma":[0.0007995713,0.009638994,0.8916084,0.0005815802,0.00494313,0.005159576,0.0007521686,0.07643379,0.004220937,0.001682312,0.004048152,0.0001312982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868184,0.005689331,0.003342246,0.0004704664,0.00002331779,0.0005860669,0.000979995,0.00001520949,0.002074859],"genre_scores_gemma":[0.9936957,0.001170772,0.00408949,0.00007303011,0.00002709879,0.0001603232,0.0005524109,0.000003841232,0.0002273681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004554401,"threshold_uncertainty_score":0.02561593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04711744926213948,"score_gpt":0.3064020154326229,"score_spread":0.2592845661704835,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}